Jinghan Yang (杨景涵)
MPhil Student at The University of Hong Kong

Email: eciel (AT) connect.hku.hk
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Hello! I am a year-1 MPhil student at HKU Institute of Data Science advised by Yanchao Yang and Ping Luo. During my Undergraduate study at HKU, I've been advised by Shuming Ma at Microsoft Research Asia, Lequan Yu at HKU and Junxian He at HKUST. I'm really grateful to Byron Wallace and Zhonghua Liu for introducing me to research, especially when I had no prior experience.

I am interested in Embodied AI and interpretable machine learning. Specifically, I am working on:

  • Integrating perception, action, and reasoning ability in Embodied AI
  • Flipping test predictions via modifying training points: [Relabeling , Removing]

Publications

  1. Auto-ICL: In-Context Learning without Human Supervision
    Jinghan Yang, Shuming Ma, Furu Wei
    Preprint [pdf]
  2. Relabeling Minimal Training Subset to Flip a Prediction
    Jinghan Yang, Linjie Xu, Lequan Yu
    EACL 2024 (findings) [pdf]
  3. ERStruct: a fast Python package for inferring the number of top principal components from whole genome sequencing data
    Jinghan Yang*, Yuyang Xu*, Minhao Yao, Gao Wang, Zhonghua Liu
    BMC bioinformatics 2023 [pdf]
  4. How Many and Which Training Points Would Need to be Removed to Flip this Prediction?
    Jinghan Yang, Sarthak Jain, Byron C Wallace
    EACL 2023 [pdf]

Experience and Education

    Internship Experience

  • Research Intern, Microsoft Research Asia, Feb. 2023 - Aug. 2023
    Mentor: Shuming Ma
  • Algorithm Engineer Intern, MINIVISION, June. 2021 - Aug. 2021
  • Quantitative Research Intern, Ipsos Consulting, June. 2020 - Aug. 2020

    • Visiting Experience

  • Research Assistant, The Hong Kong University of Science and Technology, Sep. 2023 - Jan. 2024
    Advisor: Dr. Junxian He
  • Overseas Research Program, Northeastern University, Aug. 2022 - Nov. 2022
    Advisor: Dr. Byron Wallace
  • Summer Research Assistant, The University of Hong Kong, May. 2022 - Aug. 2022
    Advisor: Dr. Zhonghua Liu

    • Education

  • Master of Philosophy, Institute of Data Science, The University of Hong Kong, Sept. 2024 - Now
  • Bachelor of Science, Decision Analytics, The University of Hong Kong, Sept. 2020 - Jul. 2024
  • Exchange Student, Northeastern University, Jan. 2022 - May. 2022
  • Summer School, Peking University, June. 2021 - Jul. 2021
  • Bachelor of Business Administration, Accounting and Finance, The University of Hong Kong, Sept. 2019 - Jul. 2020

Personal Interest

I am interested in various sports and spend most of my spare time on it! I am particularly interested in diving (scuba and free), basketball, Hip-hop dance, surfing, roller skating, and hiking.